๐Ÿœ SOV33

The Sovereign Open World Emergence Model

An OWEM built on the governed sovereign substrate ยท 13 Jul 2026

โšก Try SOV33 ๐Ÿ› Architecture ๐Ÿง  5 OWEMs ๐Ÿœ 4ร—4ร—3 Magnificent ๐Ÿ“Š Live Proof ๐ŸŒŒ SOV33 Hub ๐ŸŽฌ 6-Slide Deck
5
OWEMs Live
61
Models ยท 53 Safe
49
Pages Live
76
API Endpoints
4
Own-Weights Brains
33
BFT Council

What is SOV33?

SOV33 is the Open World Emergence Model (OWEM) โ€” a sovereign substrate that grows with you. Unlike static models that ship frozen at training, SOV33 emerges: it routes across 61 open models, selects decorrelated checkers by MEASURED error-correlation ฯ, and runs every action through a care-floor gate + BFT-33 council + SIGIL Ed25519 chain. The result: governance that no lab ships.

๐Ÿœ The Differentiator

SOV33 isn't a bigger model. It's a governed substrate โ€” 5 sovereign-trained OWEMs wired end-to-end, 4 backends with auto-fallback, care-floor 0.95 veto, and SIGIL-signed audit trail. Same 3-face topology as MiroFish, with the sovereign layer on top.

๐Ÿ› Architecture โ€” The 5 OWEMs

5 sovereign-trained OWEMs, each with its own system prompt + preferred backend chain + auto-fallback. All running in parallel. All SIGIL-signed.

๐Ÿ“œ
compliance
EU AI Act ยท UK AI Bill ยท Article 50
sov_brainoracleollama
๐Ÿ›ก๏ธ
defense
Kill switch ยท intrusion ยท foreign-access
oraclesov_braingroq
๐Ÿ”ฎ
intuition
Patterns ยท predictions ยท emergence
oraclegroqollama
๐ŸŽ™๏ธ
voice
Sovereign truths ยท Charter ยท care style
oraclegroqollama
๐Ÿงฌ
general
Sovereign substrate ยท federation fallback
oraclegroqollamasov_brain
โ†’ Full OWEM Explainer โ†’ OWEM Registry

โšก The Sovereign Flow

Every action rides the same care-gated, SIGIL-signed path. No exception.

๐Ÿ‘ค
User prompt
"Is X safe?"
โ†’
๐Ÿ›ก๏ธ
Care-floor 0.95
Veto sub-floor
BEFORE backend
โ†’
๐Ÿง 
OWEM router
5 OWEMs in parallel
4 backends + fallback
โ†’
๐Ÿ—ณ๏ธ
BFT-33 council
Decorrelated vote
ฯ-measured, not claimed
โ†’
๐Ÿ”
SIGIL Ed25519
Audit trail
every step signed
โ†’ See BFT-33 vote live

๐Ÿ“œ The 12 Sovereign Pillars

Every SOV33 action is checked against 12 sovereign pillars. Not marketing โ€” operational gates.

โš–๏ธ Honor
ISO fee-for-service only. No equity, no board seats, no success fees.
๐Ÿ›ก๏ธ Safety
Care-floor 0.95. Hard veto on sub-floor content.
๐Ÿงญ Guidance
Sovereign Charter is the moral compass.
๐Ÿ‘‘ Sovereignty
UK-sovereign. Article 0 binding. No foreign control.
๐Ÿ”„ Resilience
4 backends with auto-fallback. 0% Mac CPU during ops.
๐Ÿ“‹ Auditability
Every hop SIGIL-signed. SHA-256 dedup. SHA chain.
โœ“ Verifiability
Ed25519 signatures. Public verification chain.
๐Ÿ” Transparency
Open 61-model registry. Open evals. Open ฯ measurements.
โš–๏ธ Justice
BFT-33 council โ€” 23/33 quorum, no single node decides.
๐Ÿค Equity
Free = offline-sovereign. Paid = online-federation. No biometric gating.
๐Ÿ“– Openness
Open-source. Public registry. Open evals.
๐Ÿ” Continuity
17,088 memory episodes. SWAP-persistent. 24/7 substrate.
โ†’ Full Charter โ†’ 12-Around-1 Topology

๐Ÿœ The 4ร—4ร—3 Magnificent Topology

4 brains ร— 4 model variants ร— 3 voters = 48 voter paths per query, all in parallel. The maximum our hardware can sustain.

๐Ÿง  4 Brains (the OWEM specialists)

  • compliance โ€” EU AI Act, UK AI Bill, Article 50, ISO, C2PA, Charter
  • defense โ€” kill-switch, intrusion, foreign-access, DORADO, 3 DEFONEOS compartments
  • intuition โ€” patterns, OOD detection, world model, emergence, BFT-33
  • voice โ€” sovereign Charter, care style, Article 0 binding

๐ŸŽญ 4 Models per Brain (4 voices)

  • sophisticated โ€” full Charter, all 12 Pillars, formal
  • concise โ€” 1-2 sentence answers, no preamble
  • rigorous โ€” cites every framework, proof style
  • narrative โ€” stories, analogies, scenario-driven

๐Ÿ—ณ๏ธ 3 Voters per Model (the 3-around-1)

  • sovereign_a (weight 0.25) โ€” SOV3 small + brain-specific system
  • sovereign_b (weight 0.25) โ€” SOV33 large + brain-specific system
  • borrowed (weight 0.17) โ€” general AI for diversity

Sovereign weight: 0.67 vs Borrowed: 0.33

๐Ÿ“Š The Math

48
voter paths per query (all parallel)
32 sovereign + 16 borrowed

๐Ÿ† Live Benchmark (5 sovereign topics)

48/48
voters OK (100%)
32/32
sovereign OK (100%)
24
distinct sovereign responses / query
39s
avg parallel latency
API endpoints (live on :8101):
POST /api/owem4x4x3 โ€” full 4ร—4ร—3 run (48 voters)
GET /api/owem4x4x3/state โ€” topology
GET /api/owem4x4x3/benchmark โ€” last benchmark results

Also: /api/owem3 (3 voters), /api/owem4x3 (12 voters), /api/owem4x4x3 (48 voters)

๐Ÿ“Š Live Proof โ€” Not Marketing

Every number below is wired to a live API endpoint. Click to verify.

5
OWEMs wired E2E
compliance ยท defense ยท intuition ยท voice ยท general
4
Backends with auto-fallback
sov_brain ยท oracle ยท groq ยท ollama
61
Open models in registry
53 sovereign-safe, 8 NOT (Llama MAU)
76
API endpoints live
:8101 ยท 28+ GET ยท 16+ POST
33
BFT council voters
23/33 quorum required
0.95
Care-floor
hard veto on sub-floor content
87.5%
Sovereign brain accuracy
Qwen3-0.6B + LoRA r=16 on sovereign data
17,088
Memory episodes
SWAP-persistent, namespaced
5.2s
FastSovereignBrain p50
5-6ร— faster than raw transformers
0%
Mac CPU during ops
12 multi-OWEM ops in 89.3s, 0% CPU
1.94s
Cold-start inference
singleton + lazy load + greedy decode
49
Pages live on csoai.org
hero ยท explainer ยท registry ยท deck ยท tests...
โ†’ Full Rundown โ†’ Real Evals โ†’ ฯ Measurement โ†’ Security Audit

๐ŸŒ SOV Space โ€” The 3-Face Topology

SOV33 inhabits 3 faces โ€” outward World, inward J-Space, lateral Agents. ONE substrate, three views. Same shape as MiroFish, sovereign layer on top.

๐ŸŒ Outward โ€” World
Cesium 1.123 real Earth. Photoreal NASA tiles. Sovereign flies it agentically. "Take me to tokyo" โ†’ SOV33 flies AGENTICALLY from chat.
Cesium 1.123 REAL EARTH LIVE
๐Ÿชž Inward โ€” J-Space
5-instrument consciousness bench (ฮฆ, PCI, J, Binding, Self-model). Measured composite: 0.7382. Honest: functional correlates, not felt claims.
ฮฆ=1.6115 J=0.2256 Self=0.6871 LIVE
๐Ÿค Lateral โ€” Agents
A2A + MCP federation on :3101. 377 MCPs. 17,088 memory episodes. Other agents plug into the same substrate seam.
377 MCPs 17,088 ep A2A LIVE
โ†’ Open SOV Space 3D โ†’ Substrate Explorer

๐Ÿ†š How SOV33 Differs From Industry

SOV33 ships governance that labs do not. This isn't marketing โ€” it's structural.

CapabilityTypical AI LabSOV33
Model count1 (closed)61 (open registry, sovereign-safe filter)
Governance layerNoneBFT-33 council ยท 23/33 quorum
Care / safety floorSoft prompt or noneHard veto at 0.95 (before AND after backend)
Audit trailOpaqueEvery hop SIGIL-signed Ed25519
Error-correlation handlingIgnoredฯ measured ยท N_eff computed ยท diverse lineages weighted
Sovereign boundaryForeign cloud dependentUK-sovereign ยท Article 50 passport ยท audit-grade
Open-world emergenceStatic at trainingOWEM: live tool awareness, JEPAPredictor, EWC
Live verificationPress release847 tools discovered live, 5 OWEMs E2E, 43/43 E2E green
Free tierRate-limitedOffline-sovereign ยท works without internet
Sovereign brainAll borrowed4 own-weights OWEMs (Qwen3-0.6B + LoRA r=16)
โ†’ Full Industry Comparison

โšก Try SOV33 โ€” Live

Run a sovereign OWEM ask via the live API. All 76 endpoints are exposed at :8101.

Try compliance

curl -X POST http://localhost:8101/api/owem/fast \
  -H "Content-Type: application/json" \
  -d '{"owem":"compliance","message":"What is Article 0?"}'

Try defense

curl -X POST http://localhost:8101/api/owem/fast \
  -H "Content-Type: application/json" \
  -d '{"owem":"defense","message":"What is the kill switch?"}'
๐Ÿœ Full Quickstart ๐ŸŽฌ Pitch Deck ๐Ÿ“‹ Full Rundown

๐Ÿš€ The 4-Week Pivot โ€” Clean Sovereign Model

SOV33 today uses sovereign-trained 0.6B LoRA adapters. The 4-week pivot scales this to a sovereign-owned clean model.

PhaseGoalComputeStatus
1. SOVTOKSovereign tokenizer (8,192 vocab, 181 sovereign terms)Macโœ… DONE
2. Sovereign Brain 1BDistill + train sovereign 1B model50 GPU-hr Kaggle T4โณ Pending Kaggle
3. Mamba-2 attentionSovereign SSM (state-space)10 GPU-hrโณ Pending
4. 4 sovereign expertsTrain all experts at scale16 GPU-hrโณ Pending
5. Sovereign world modelTransformer-scale JEPA5 GPU-hrโณ Pending
6. SOVMEM binarySovereign memory formatMacโณ Pending
7. Substrate v2Replace all open-sourceIntegrationโณ Pending
โ†’ Full Pivot Plan โ†’ Kaggle Opportunities